•Mendral significantly reduced LLM costs by implementing a tiered agent architecture, utilizing a cheaper Haiku model to triage 80% of CI failures before escalating to the more powerful, expensive Opus...
•The system employs semantic search (pgvector) for efficient duplicate detection, identifying similar-but-not-identical error messages and preventing costly redundant analyses.
•Instead of pushing massive log data, agents pull necessary context via a SQL interface to ClickHouse, avoiding token limits, prompt overstuffing, and pre-biasing the LLM's investigation.
•Mendral significantly reduced LLM costs by implementing a tiered agent architecture, utilizing a cheaper Haiku model to triage 80% of CI failures before escalating to the more powerful, expensive Opus...
•The system employs semantic search (pgvector) for efficient duplicate detection, identifying similar-but-not-identical error messages and preventing costly redundant analyses.
•Instead of pushing massive log data, agents pull necessary context via a SQL interface to ClickHouse, avoiding token limits, prompt overstuffing, and pre-biasing the LLM's investigation.
